{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn import preprocessing \n",
    "from sklearn.neighbors import KNeighborsClassifier\n",
    "plt.rcParams['font.sans-serif'] = ['FangSong'] # 指定默认字体\n",
    "plt.rcParams['axes.unicode_minus'] = False # 解决保存图像是负号'-'显示为方块的"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "F:\\01sofeware\\python-Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  \n",
      "F:\\01sofeware\\python-Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:3: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  This is separate from the ipykernel package so we can avoid doing imports until\n",
      "F:\\01sofeware\\python-Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:4: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  after removing the cwd from sys.path.\n",
      "F:\\01sofeware\\python-Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:475: DataConversionWarning: Data with input dtype object was converted to float64 by the scale function.\n",
      "  warnings.warn(msg, DataConversionWarning)\n"
     ]
    }
   ],
   "source": [
    "data = pd.read_table('../data/datingTestSet.txt',names=['mileage','game_percentage','ice','like_degree'])\n",
    "data.like_degree[data.like_degree=='largeDoses']=0  \n",
    "data.like_degree[data.like_degree=='smallDoses']=1\n",
    "data.like_degree[data.like_degree=='didntLike']=2\n",
    "data = np.array(data)\n",
    "data_test = preprocessing.scale(data[:,0:3])  #均值归一化样本\n",
    "data_score = data[:,-1] "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "    1) 不喜欢的人  didntLike 2\n",
    "    2) 魅力一般的人 smallDoses 1\n",
    "    3) 极具魅力的人  largeDoses 0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0,0.5,'玩游戏所耗时间百分比')"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(data[data_score==0,0],data[data_score==0,1],color='g')\n",
    "plt.scatter(data[data_score==1,0],data[data_score==1,1],color='b')\n",
    "plt.scatter(data[data_score==2,0],data[data_score==2,1],color='r')\n",
    "plt.legend([\"极具魅力的人\",\"魅力一般的人\",\"不喜欢的人\"])\n",
    "plt.xlabel('飞行常客里程数')\n",
    "plt.ylabel('玩游戏所耗时间百分比')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0,0.5,'每周消费冰淇淋')"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(data[data_score==0,0],data[data_score==0,2],color='g')\n",
    "plt.scatter(data[data_score==1,0],data[data_score==1,2],color='b')\n",
    "plt.scatter(data[data_score==2,0],data[data_score==2,2],color='r')\n",
    "plt.legend([\"极具魅力的人\",\"魅力一般的人\",\"不喜欢的人\"])\n",
    "plt.xlabel('飞行常客里程数')\n",
    "plt.ylabel('每周消费冰淇淋')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0,0.5,'每周消费冰淇淋')"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(data[data_score==0,1],data[data_score==0,2],color='g')\n",
    "plt.scatter(data[data_score==1,1],data[data_score==1,2],color='b')\n",
    "plt.scatter(data[data_score==2,1],data[data_score==2,2],color='r')\n",
    "plt.legend([\"极具魅力的人\",\"魅力一般的人\",\"不喜欢的人\"])\n",
    "plt.xlabel('玩游戏所耗时间百分比')\n",
    "plt.ylabel('每周消费冰淇淋')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
